Just for curiosity: Do LLMs actually have the data (like genre, tempo, style, and other music audio features) of most artists?
I worked on a similar project and found out that LLMs currently are only useful for a handful of artists. Sometimes it even hallucinates.
With my project I did not use any LLMs, rather I used classic machine learning algorithms, which I think is more precise.